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arxiv_cs_lg · Nov 10, 2026 · paper

Source brief

Auditing the Judge: Internal Signals for LLM Reasoning Assurance

arxiv.orgNov 10, 2026
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In brief

Language-model systems use self-judgment to decide which answers to release, review, or recompute. Because intervention is costly, an assurance score must rank errors well at the available budget, not merely over the full ranking. We compare the judge's continuous verdict-token s

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Auditing the Judge: Internal Signals for LLM Reasoning Assurance

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